{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'categories': [{'name': 'abstract_nonphoto', 'score': 0.17578125}, {'name': 'abstract_shape', 'score': 0.390625}, {'name': 'others_', 'score': 0.05078125}, {'name': 'outdoor_', 'score': 0.00390625, 'detail': {'landmarks': []}}], 'color': {'dominantColorForeground': 'White', 'dominantColorBackground': 'White', 'dominantColors': ['White', 'Black'], 'accentColor': 'C1420A', 'isBwImg': False, 'isBWImg': False}, 'description': {'tags': ['drawing'], 'captions': [{'text': 'a drawing of a face', 'confidence': 0.4561131782922356}]}, 'requestId': '9903c7e5-9ad3-4291-83ac-1b2d8064ed1e', 'metadata': {'height': 451, 'width': 500, 'format': 'Jpeg'}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "import requests\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "# if 'COMPUTER_VISION_SUBSCRIPTION_KEY' in os.environ:\n",
    "#     subscription_key = os.environ['COMPUTER_VISION_SUBSCRIPTION_KEY']\n",
    "# else:\n",
    "#     print(\"\\nSet the COMPUTER_VISION_SUBSCRIPTION_KEY environment variable.\\n**Restart your shell or IDE for changes to take effect.**\")\n",
    "#     sys.exit()\n",
    "\n",
    "endpoint = \"https://computervisiontest01.cognitiveservices.azure.cn/\"\n",
    "subscription_key = \"a73dc788ea304658a86d305400576ae5\"\n",
    "\n",
    "# base url\n",
    "analyze_url = endpoint +\"vision/v2.1/analyze\"\n",
    "\n",
    "# if 'COMPUTER_VISION_ENDPOINT' in os.environ:\n",
    "#     endpoint = os.environ['COMPUTER_VISION_ENDPOINT']\n",
    "\n",
    "# analyze_url = endpoint + \"vision/v2.1/analyze\"\n",
    "\n",
    "# Set image_path to the local path of an image that you want to analyze.\n",
    "image_path = \"视觉图像.jpg\"\n",
    "# Read the image into a byte array\n",
    "image_data = open(image_path, \"rb\").read()\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key,\n",
    "           'Content-Type': 'application/octet-stream'}\n",
    "params = {'visualFeatures': 'Categories,Description,Color'}\n",
    "response = requests.post(\n",
    "    analyze_url, headers=headers, params=params, data=image_data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The most\n",
    "# relevant caption for the image is obtained from the 'description' property.\n",
    "analysis = response.json()\n",
    "print(analysis)\n",
    "image_caption = analysis[\"description\"][\"captions\"][0][\"text\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the caption.\n",
    "image = Image.open(BytesIO(image_data))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(image_caption, size=\"x-large\", y=-0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
